Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "84" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 91 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 87 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.002490 | -0.340114 | -0.116501 | 2.555587 | -1.105183 | 0.582740 | -0.737978 | 1.956044 | 0.7822 | 0.7980 | 0.2536 | 14.983768 | 13.754022 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.806265 | 0.518845 | -0.733526 | 4.087867 | -0.635831 | -0.364116 | -0.949291 | -0.189548 | 0.7209 | 0.7217 | 0.2565 | 5.176659 | 5.410655 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.846515 | -0.797278 | 1.452087 | -0.059888 | -0.691659 | -0.982981 | 0.568342 | -0.012613 | 0.0360 | 0.0326 | 0.0013 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.342404 | 0.007367 | -0.600370 | 4.537140 | -1.328420 | -0.511020 | -0.891614 | -0.864317 | 0.6628 | 0.6778 | 0.3700 | 6.522342 | 6.506423 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.243168 | 0.559746 | -0.500463 | 4.367329 | -0.577783 | 0.338156 | -0.093397 | -0.714621 | 0.6654 | 0.6798 | 0.3625 | 5.009105 | 4.787307 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.597908 | -0.110569 | -0.134551 | 3.335388 | 1.123000 | 0.253064 | -1.033695 | 0.942560 | 0.7084 | 0.7089 | 0.2799 | 5.476727 | 5.513656 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.059188 | 0.401797 | -0.136601 | 5.220036 | -0.845816 | -0.629281 | -0.745389 | 0.196544 | 0.7662 | 0.7588 | 0.2221 | 9.649143 | 8.536732 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 2.504600 | 0.319806 | 0.149830 | 7.207243 | 0.378612 | 3.219393 | -1.190406 | -0.578362 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 313.319957 | 314.177275 | inf | inf | 11.857273 | 12.187586 | 435.214707 | 574.869952 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.862611 | 10.436412 | 0.626536 | 3.946435 | -0.761341 | 5.388587 | 0.718577 | 1.152150 | 0.0357 | 0.0328 | 0.0011 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 18.851074 | 19.293809 | 4.836081 | 8.796742 | 4.899320 | 36.370792 | 2.610440 | 2.193815 | 0.6642 | 0.6730 | 0.3779 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.808493 | -0.222200 | 0.638068 | 9.154474 | 0.872993 | -0.823826 | -0.580403 | -0.475467 | 0.6680 | 0.6649 | 0.3811 | 3.485064 | 3.125672 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.375884 | -0.314351 | 0.167551 | 9.793126 | -0.254797 | -0.340871 | 0.997489 | -0.499104 | 0.6760 | 0.6740 | 0.3757 | 3.990573 | 3.388233 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.672090 | 1.511054 | 12.654221 | 4.403553 | 14.062277 | 3.231694 | -0.877966 | -1.427457 | 0.6526 | 0.6852 | 0.3867 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.800499 | 1.596309 | 14.653190 | 4.974093 | 14.413110 | 3.463743 | -2.114512 | -1.375248 | 0.6483 | 0.6807 | 0.3899 | 5.777313 | 5.686747 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 1.08% | 0.00% | 100.00% | 0.00% | 7.939405 | 1.663545 | 11.018066 | 3.741982 | 13.254304 | 4.136213 | -1.425713 | 0.279843 | 0.6550 | 0.6719 | 0.3814 | 3.459684 | 3.405204 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.079779 | 1.241663 | 8.356057 | 2.599314 | 12.264059 | 1.904416 | -1.790002 | -1.349669 | 0.6756 | 0.7058 | 0.3858 | 4.405890 | 4.335763 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.735898 | 0.627265 | 8.987735 | 2.611534 | 10.796305 | 1.289510 | 6.312767 | 1.799660 | 0.7178 | 0.7496 | 0.3574 | 4.901627 | 5.138429 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.554506 | 1.167041 | 8.162682 | 2.368644 | 14.128851 | 2.199439 | -0.208443 | -1.104797 | 0.6660 | 0.6972 | 0.3918 | 3.772622 | 3.593601 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.336156 | 1.385133 | 15.996335 | 5.630401 | 15.928725 | 3.405184 | -1.354043 | -1.131539 | 0.6675 | 0.6903 | 0.3804 | 3.335763 | 3.349971 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.893873 | 1.011735 | 8.430628 | 2.638065 | 10.075994 | 1.924641 | -2.329410 | -1.518278 | 0.6765 | 0.6999 | 0.3759 | 4.297046 | 4.071288 |
| 2459571 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.326999 | 4.040087 | 32.739708 | 27.687588 | 23.567388 | 78.584812 | 0.541533 | 23.808037 | 0.6823 | 0.7117 | 0.3857 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.789275 | 3.585790 | -1.818070 | 3.713205 | -1.317643 | 3.591385 | -0.081182 | 1.839898 | 0.6894 | 0.7109 | 0.3541 | 7.032978 | 5.472431 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 111.503023 | 113.301248 | 100.685714 | 103.958986 | 122.929569 | 93.752548 | 378.898330 | 453.473330 | 0.0164 | 0.0162 | 0.0003 | 1.132495 | 1.132062 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.038736 | -0.677035 | 3.694640 | -4.456687 | 0.459990 | -1.818506 | -1.690889 | -1.054687 | 0.6849 | 0.7068 | 0.3842 | 3.032208 | 3.043231 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.961862 | 1.830085 | 25.426692 | 8.815631 | 13.760052 | 3.245615 | -1.729666 | -1.291954 | 0.6803 | 0.7024 | 0.3812 | 5.450240 | 4.528576 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.690870 | -1.134661 | 1.403710 | -2.611509 | 0.208140 | -1.782291 | -1.367532 | -0.873868 | 0.6810 | 0.7087 | 0.3812 | 3.086641 | 2.914766 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.837446 | -0.255493 | -0.712146 | 7.796016 | 8.830734 | 98.385991 | -1.763801 | -1.032538 | 0.6963 | 0.6409 | 0.4123 | 3.259315 | 2.221930 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.602998 | -0.853089 | 1.587020 | -2.409595 | 0.550130 | -1.533244 | -1.723352 | -1.029244 | 0.6752 | 0.7009 | 0.3894 | 3.273817 | 3.045594 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.551597 | -0.606796 | 2.193919 | -2.019758 | 0.958424 | -1.678216 | -1.368757 | -1.081177 | 0.6732 | 0.7060 | 0.3847 | 2.861401 | 2.778607 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.845225 | 1.830200 | 13.731055 | 4.282406 | 15.639748 | 1.906445 | -0.988657 | -1.398256 | 0.6742 | 0.7019 | 0.3940 | 5.614912 | 5.100327 |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.570614 | 2.163012 | 14.361104 | 4.457269 | 14.099947 | 1.986789 | -1.514555 | -2.088246 | 0.6802 | 0.7058 | 0.3862 | 5.549657 | 4.832844 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6771 | 0.7069 | 0.4013 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6751 | 0.7055 | 0.4032 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.535270 | 2.168046 | 18.786564 | 7.109143 | 20.658656 | 4.017151 | 0.669087 | -0.855043 | 0.6826 | 0.7085 | 0.3864 | 6.522978 | 7.037642 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.674415 | -0.543727 | 2.038527 | -2.581117 | 0.695568 | -2.555420 | -1.992582 | -1.181391 | 0.6851 | 0.7096 | 0.3745 | 3.220068 | 2.965008 |
| 2459550 | RF_maintenance | - | 89.29% | 89.29% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2293 | 0.2298 | 0.0717 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.672750 | 2.047680 | 14.088415 | 4.814497 | 14.886142 | 3.052705 | -2.298779 | -1.572107 | 0.6797 | 0.7085 | 0.3879 | 3.189393 | 3.194367 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.386260 | 1.757570 | 27.926127 | 10.301192 | 0.643572 | -0.139075 | -2.120228 | -1.567964 | 0.7332 | 0.7596 | 0.3548 | 5.043274 | 4.094094 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.699722 | 2.926243 | 23.235371 | 8.740370 | 22.240153 | 5.766203 | -3.373047 | -2.506773 | 0.7071 | 0.7276 | 0.4100 | 3.632515 | 3.255403 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.290808 | -0.336556 | 2.831820 | -1.074694 | 3.067526 | -2.899908 | -0.508103 | -1.135534 | 0.7684 | 0.7736 | 0.3602 | 3.320146 | 3.312013 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.788213 | -0.671895 | 1.926947 | -1.922848 | 0.400798 | -1.547851 | -1.184174 | -1.068072 | 0.7603 | 0.7639 | 0.3543 | 8.912869 | 8.468946 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.811912 | 1.637446 | 14.565616 | 5.052259 | 12.822791 | 2.787786 | -2.866925 | -1.401306 | 0.6990 | 0.7252 | 0.3976 | 3.557564 | 3.077473 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.399366 | 2.394462 | 19.061337 | 6.576428 | 16.173799 | 3.780082 | -2.166111 | -1.485062 | 0.7010 | 0.7240 | 0.3925 | 2.918147 | 2.744781 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.907329 | -0.755053 | 1.790740 | -1.929247 | 0.887019 | -2.507449 | -0.760724 | -1.039676 | 0.7060 | 0.7322 | 0.4027 | 3.184300 | 3.308307 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.767385 | 2.146991 | 15.448034 | 5.637692 | 31.099741 | 6.918386 | -1.837058 | -1.225903 | 0.9000 | 0.9410 | 0.3099 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 9.880195 | 2.272208 | 21.216976 | 7.852047 | 13.898404 | 6.697259 | -5.977886 | -2.263840 | nan | nan | nan | 5.497351 | 4.609331 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.255795 | 1.653539 | 19.270498 | 6.880605 | 7.884426 | 5.101586 | -3.114836 | -1.715036 | 0.6587 | 0.7216 | 0.3447 | 5.097680 | 4.810571 |
| 2459513 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.099662 | 5.629713 | 31.671386 | 26.788608 | 5.489452 | 39.014743 | 2.149699 | 12.061727 | 0.8538 | 0.8930 | 0.2252 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.553100 | 2.191681 | 12.461174 | 3.922079 | 13.532989 | 2.076151 | 10.981243 | 3.547550 | 0.8991 | 0.9555 | 0.2074 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.672706 | 0.447130 | 15.796585 | 5.002238 | 4.676063 | 0.373774 | -0.644618 | -1.223748 | 0.8797 | 0.8719 | 0.1951 | 17.290383 | 13.100852 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.773222 | 4.335536 | 15.982677 | 6.158398 | 26.728918 | 10.196970 | -1.343062 | -1.382478 | 0.8620 | 0.8753 | 0.4312 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.536508 | 4.253090 | 16.004669 | 5.938535 | 21.678724 | 6.318834 | 0.817662 | -1.409741 | 0.8532 | 0.9007 | 0.3642 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.821865 | 5.502925 | 14.136519 | 5.333880 | 20.646862 | 7.611658 | -1.105578 | -1.199567 | 0.8534 | 0.8934 | 0.3608 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.592892 | 5.725542 | 16.729733 | 6.151619 | 20.698409 | 7.576153 | 1.218960 | 1.463621 | 0.8719 | 0.9498 | 0.1861 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.125139 | 5.963795 | 13.921673 | 5.465601 | 18.448134 | 7.139342 | -0.536241 | -1.184525 | 0.8635 | 0.8956 | 0.3856 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 17.741442 | 7.180312 | 14.822375 | 5.922287 | 23.795966 | 9.481435 | -0.731714 | -0.969336 | 0.8970 | 0.9365 | 0.3210 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 18.261074 | 6.967034 | 13.321208 | 5.242659 | 20.851731 | 8.068990 | -0.403221 | -1.026100 | 0.8353 | 0.8830 | 0.4066 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.738111 | 5.635040 | 12.101983 | 4.791065 | 17.848967 | 6.953671 | -0.075934 | -0.800228 | 0.8275 | 0.8755 | 0.4432 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 16.838157 | 6.361838 | 13.953539 | 5.428715 | 19.873521 | 7.334389 | 0.441250 | -0.773020 | 0.8215 | 0.8676 | 0.4525 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.220867 | 5.736486 | 20.966859 | 8.605041 | 18.419085 | 6.922470 | -4.686943 | -3.234218 | 0.7135 | 0.7970 | 0.3188 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.374756 | 6.087850 | 21.942783 | 8.791892 | 25.693049 | 10.139344 | 0.645439 | 0.047800 | 0.7524 | 0.8111 | 0.2643 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.687189 | 6.128708 | 22.497020 | 9.479436 | 17.482098 | 7.165297 | -0.648608 | -2.231775 | 0.7240 | 0.8019 | 0.3518 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.637504 | 4.961535 | 21.289267 | 8.579739 | 17.056264 | 8.150369 | -1.173930 | -1.269514 | 0.7454 | 0.8101 | 0.3013 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.088460 | 4.153709 | 18.860918 | 7.773494 | 18.775670 | 7.296126 | -2.829305 | -2.545149 | 0.7445 | 0.8116 | 0.3288 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 2.249109 | 2.249109 | 0.199710 | 0.833057 | 0.758204 | -0.709048 | -0.192570 | -0.625266 | -0.731855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 1.792057 | 1.792057 | 0.195484 | 1.109235 | 0.648124 | -0.132008 | -0.484898 | -1.067183 | -0.924493 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 2.619618 | 2.619618 | -0.789808 | 1.745873 | 2.436696 | 0.900038 | -0.347965 | 0.249943 | 0.028085 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 3.413615 | 3.413615 | -0.341414 | 1.531632 | 1.443382 | 0.957493 | -1.066111 | 1.008310 | -0.696023 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 6.210091 | 6.210091 | 0.006744 | 0.574490 | 1.768293 | 0.199574 | -0.112845 | -0.134757 | -0.218758 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 6.498041 | 0.151671 | 6.498041 | 1.311085 | 2.087126 | 1.196273 | -0.655163 | -0.867052 | 0.411876 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 4.651053 | -0.015182 | 4.651053 | 2.114563 | 3.303975 | 0.070124 | 2.690040 | -0.982596 | 0.191385 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Temporal Variability | 41.085884 | 12.265267 | 10.811269 | 25.565756 | 25.199464 | 41.085884 | 40.759410 | -2.332752 | -2.549612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 1.306426 | 0.029928 | -0.172145 | 1.306426 | 1.102643 | 0.796425 | 0.535162 | 0.562120 | -0.129034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 3.822436 | 3.251154 | -0.468494 | 3.822436 | 3.383367 | 0.721669 | 0.128038 | 0.627355 | -0.227978 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 3.424665 | 2.506008 | 1.158645 | 0.584388 | 3.424665 | -0.908500 | -0.971692 | -0.679214 | -0.268637 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 4.242181 | 0.329944 | 2.175512 | 4.242181 | 1.113996 | -0.522703 | -0.387563 | -0.370360 | -0.040026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 3.608009 | 1.505693 | 0.428507 | -0.372558 | 3.608009 | -1.620014 | -0.167755 | -1.085659 | -0.906964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 4.467401 | 0.075145 | 1.236472 | 4.467401 | -0.771111 | -0.506971 | -1.255676 | -0.299542 | -0.364663 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 3.570287 | 0.094073 | 1.368591 | 3.570287 | -0.468110 | -0.259380 | -0.367492 | -0.720544 | -1.032120 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | inf | 394.294198 | 386.783890 | inf | inf | 28.842020 | 25.726397 | 173.318448 | 128.830055 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 2.555587 | 0.002490 | -0.340114 | -0.116501 | 2.555587 | -1.105183 | 0.582740 | -0.737978 | 1.956044 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 4.087867 | 1.806265 | 0.518845 | -0.733526 | 4.087867 | -0.635831 | -0.364116 | -0.949291 | -0.189548 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 1.452087 | -0.797278 | -0.846515 | -0.059888 | 1.452087 | -0.982981 | -0.691659 | -0.012613 | 0.568342 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 4.537140 | 0.007367 | 1.342404 | 4.537140 | -0.600370 | -0.511020 | -1.328420 | -0.864317 | -0.891614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 4.367329 | 2.243168 | 0.559746 | -0.500463 | 4.367329 | -0.577783 | 0.338156 | -0.093397 | -0.714621 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 3.335388 | -0.110569 | 1.597908 | 3.335388 | -0.134551 | 0.253064 | 1.123000 | 0.942560 | -1.033695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 5.220036 | 1.059188 | 0.401797 | -0.136601 | 5.220036 | -0.845816 | -0.629281 | -0.745389 | 0.196544 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 7.207243 | 0.319806 | 2.504600 | 7.207243 | 0.149830 | 3.219393 | 0.378612 | -0.578362 | -1.190406 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | inf | 313.319957 | 314.177275 | inf | inf | 11.857273 | 12.187586 | 435.214707 | 574.869952 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Shape | 10.436412 | -0.862611 | 10.436412 | 0.626536 | 3.946435 | -0.761341 | 5.388587 | 0.718577 | 1.152150 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Temporal Variability | 36.370792 | 18.851074 | 19.293809 | 4.836081 | 8.796742 | 4.899320 | 36.370792 | 2.610440 | 2.193815 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 9.154474 | -0.222200 | 1.808493 | 9.154474 | 0.638068 | -0.823826 | 0.872993 | -0.475467 | -0.580403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 9.793126 | 2.375884 | -0.314351 | 0.167551 | 9.793126 | -0.254797 | -0.340871 | 0.997489 | -0.499104 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 14.062277 | 1.511054 | 6.672090 | 4.403553 | 12.654221 | 3.231694 | 14.062277 | -1.427457 | -0.877966 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 14.653190 | 6.800499 | 1.596309 | 14.653190 | 4.974093 | 14.413110 | 3.463743 | -2.114512 | -1.375248 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 13.254304 | 1.663545 | 7.939405 | 3.741982 | 11.018066 | 4.136213 | 13.254304 | 0.279843 | -1.425713 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 12.264059 | 1.241663 | 6.079779 | 2.599314 | 8.356057 | 1.904416 | 12.264059 | -1.349669 | -1.790002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 10.796305 | 0.627265 | 4.735898 | 2.611534 | 8.987735 | 1.289510 | 10.796305 | 1.799660 | 6.312767 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 14.128851 | 6.554506 | 1.167041 | 8.162682 | 2.368644 | 14.128851 | 2.199439 | -0.208443 | -1.104797 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 15.996335 | 1.385133 | 7.336156 | 5.630401 | 15.996335 | 3.405184 | 15.928725 | -1.131539 | -1.354043 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 10.075994 | 1.011735 | 6.893873 | 2.638065 | 8.430628 | 1.924641 | 10.075994 | -1.518278 | -2.329410 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Temporal Variability | 78.584812 | 4.040087 | 4.326999 | 27.687588 | 32.739708 | 78.584812 | 23.567388 | 23.808037 | 0.541533 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Power | 3.713205 | -0.789275 | 3.585790 | -1.818070 | 3.713205 | -1.317643 | 3.591385 | -0.081182 | 1.839898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Temporal Discontinuties | 453.473330 | 113.301248 | 111.503023 | 103.958986 | 100.685714 | 93.752548 | 122.929569 | 453.473330 | 378.898330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 4.038736 | 4.038736 | -0.677035 | 3.694640 | -4.456687 | 0.459990 | -1.818506 | -1.690889 | -1.054687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 25.426692 | 7.961862 | 1.830085 | 25.426692 | 8.815631 | 13.760052 | 3.245615 | -1.729666 | -1.291954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 2.690870 | 2.690870 | -1.134661 | 1.403710 | -2.611509 | 0.208140 | -1.782291 | -1.367532 | -0.873868 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Temporal Variability | 98.385991 | 0.837446 | -0.255493 | -0.712146 | 7.796016 | 8.830734 | 98.385991 | -1.763801 | -1.032538 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 2.602998 | 2.602998 | -0.853089 | 1.587020 | -2.409595 | 0.550130 | -1.533244 | -1.723352 | -1.029244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 3.551597 | 3.551597 | -0.606796 | 2.193919 | -2.019758 | 0.958424 | -1.678216 | -1.368757 | -1.081177 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 15.639748 | 1.830200 | 7.845225 | 4.282406 | 13.731055 | 1.906445 | 15.639748 | -1.398256 | -0.988657 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 14.361104 | 2.163012 | 8.570614 | 4.457269 | 14.361104 | 1.986789 | 14.099947 | -2.088246 | -1.514555 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 20.658656 | 2.168046 | 9.535270 | 7.109143 | 18.786564 | 4.017151 | 20.658656 | -0.855043 | 0.669087 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 2.674415 | -0.543727 | 2.674415 | -2.581117 | 2.038527 | -2.555420 | 0.695568 | -1.181391 | -1.992582 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 14.886142 | 7.672750 | 2.047680 | 14.088415 | 4.814497 | 14.886142 | 3.052705 | -2.298779 | -1.572107 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 27.926127 | 1.757570 | 8.386260 | 10.301192 | 27.926127 | -0.139075 | 0.643572 | -1.567964 | -2.120228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 23.235371 | 2.926243 | 11.699722 | 8.740370 | 23.235371 | 5.766203 | 22.240153 | -2.506773 | -3.373047 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 3.290808 | 3.290808 | -0.336556 | 2.831820 | -1.074694 | 3.067526 | -2.899908 | -0.508103 | -1.135534 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 2.788213 | -0.671895 | 2.788213 | -1.922848 | 1.926947 | -1.547851 | 0.400798 | -1.068072 | -1.184174 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 14.565616 | 8.811912 | 1.637446 | 14.565616 | 5.052259 | 12.822791 | 2.787786 | -2.866925 | -1.401306 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 19.061337 | 10.399366 | 2.394462 | 19.061337 | 6.576428 | 16.173799 | 3.780082 | -2.166111 | -1.485062 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Shape | 2.907329 | -0.755053 | 2.907329 | -1.929247 | 1.790740 | -2.507449 | 0.887019 | -1.039676 | -0.760724 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 31.099741 | 8.767385 | 2.146991 | 15.448034 | 5.637692 | 31.099741 | 6.918386 | -1.837058 | -1.225903 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 21.216976 | 9.880195 | 2.272208 | 21.216976 | 7.852047 | 13.898404 | 6.697259 | -5.977886 | -2.263840 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 19.270498 | 1.653539 | 9.255795 | 6.880605 | 19.270498 | 5.101586 | 7.884426 | -1.715036 | -3.114836 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | nn Temporal Variability | 39.014743 | 5.629713 | 5.099662 | 26.788608 | 31.671386 | 39.014743 | 5.489452 | 12.061727 | 2.149699 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 13.532989 | 2.191681 | 8.553100 | 3.922079 | 12.461174 | 2.076151 | 13.532989 | 3.547550 | 10.981243 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 19.327801 | 10.821028 | 2.719736 | 17.176220 | 5.944292 | 19.327801 | 5.377795 | 0.096258 | -2.453714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 15.796585 | 0.447130 | 7.672706 | 5.002238 | 15.796585 | 0.373774 | 4.676063 | -1.223748 | -0.644618 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 26.728918 | 12.773222 | 4.335536 | 15.982677 | 6.158398 | 26.728918 | 10.196970 | -1.343062 | -1.382478 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 21.678724 | 12.536508 | 4.253090 | 16.004669 | 5.938535 | 21.678724 | 6.318834 | 0.817662 | -1.409741 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 20.646862 | 14.821865 | 5.502925 | 14.136519 | 5.333880 | 20.646862 | 7.611658 | -1.105578 | -1.199567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 20.698409 | 5.725542 | 15.592892 | 6.151619 | 16.729733 | 7.576153 | 20.698409 | 1.463621 | 1.218960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 18.448134 | 15.125139 | 5.963795 | 13.921673 | 5.465601 | 18.448134 | 7.139342 | -0.536241 | -1.184525 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 23.795966 | 7.180312 | 17.741442 | 5.922287 | 14.822375 | 9.481435 | 23.795966 | -0.969336 | -0.731714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 20.851731 | 18.261074 | 6.967034 | 13.321208 | 5.242659 | 20.851731 | 8.068990 | -0.403221 | -1.026100 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 17.848967 | 14.738111 | 5.635040 | 12.101983 | 4.791065 | 17.848967 | 6.953671 | -0.075934 | -0.800228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 19.873521 | 6.361838 | 16.838157 | 5.428715 | 13.953539 | 7.334389 | 19.873521 | -0.773020 | 0.441250 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 20.966859 | 5.736486 | 13.220867 | 8.605041 | 20.966859 | 6.922470 | 18.419085 | -3.234218 | -4.686943 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Temporal Variability | 25.693049 | 12.374756 | 6.087850 | 21.942783 | 8.791892 | 25.693049 | 10.139344 | 0.645439 | 0.047800 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 22.497020 | 6.128708 | 13.687189 | 9.479436 | 22.497020 | 7.165297 | 17.482098 | -2.231775 | -0.648608 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 21.289267 | 11.637504 | 4.961535 | 21.289267 | 8.579739 | 17.056264 | 8.150369 | -1.173930 | -1.269514 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 84 | 8 | RF_maintenance | ee Power | 18.860918 | 11.088460 | 4.153709 | 18.860918 | 7.773494 | 18.775670 | 7.296126 | -2.829305 | -2.545149 |